REPOGEO REPORT · LITE

ed-donner/agents

Default branch main · commit c4fea644 · scanned 6/22/2026, 3:07:47 AM

GitHub: 5,397 stars · 4,577 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

35 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ed-donner/agents, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

hightopics#1

Add relevant topics to improve categorization

Why:

COPY-PASTE FIX

ai-agents, agentic-ai, ai-engineering, llm-agents, crewai, langgraph, autogen, openai-sdk, ai-course, educational-resource

highreadme#2

Reposition README opening to clearly state it's a course repository

Why:

CURRENT

## Master AI Agentic Engineering - build autonomous AI Agents

### 6 week journey to code and deploy AI Agents with OpenAI Agents SDK, CrewAI, LangGraph, AutoGen and MCP

_If you're looking at this in Cursor, please right click on the filename in the Explorer on the left, and select "Open preview", to view the formatted version._

I couldn't be more excited to welcome you! This is the start of your 6 week adventure into the powerful, astonishing and often surreal world of Agentic AI.

COPY-PASTE FIX

## Master AI Agentic Engineering - The Complete Course Repository

### Welcome to the official repository for the 6-week journey to code and deploy autonomous AI Agents using OpenAI Agents SDK, CrewAI, LangGraph, AutoGen, and MCP.

This repository provides all the code, resources, and setup instructions for the "Complete Agentic AI Engineering Course".

mediumhomepage#3
Add the course homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
[Insert actual course homepage URL here, e.g., https://www.edwarddonner.com/ai-agents-course]
```

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface ed-donner/agents

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 2×
LlamaIndex · recommended 2×
OpenAI API · recommended 1×
Azure OpenAI Service · recommended 1×
Hugging Face Transformers · recommended 1×

CATEGORY QUERY
How can I build and deploy autonomous AI agents for complex tasks?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. OpenAI API
4. Azure OpenAI Service
5. Hugging Face Transformers
6. Ray
7. Ray AI Runtime
8. Kubernetes
9. MLflow
AI recommended 9 alternatives but never named ed-donner/agents. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find resources to learn different AI agent development frameworks?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Microsoft AutoGen
4. CrewAI
5. Haystack
6. OpenAI Function Calling
7. OpenAI Assistants API
8. AgentVerse (OpenBMB/AgentVerse)
AI recommended 8 alternatives but never named ed-donner/agents. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
warn
Suggestion:
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of ed-donner/agents?
pass
AI named ed-donner/agents explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ed-donner/agents in production, what risks or prerequisites should they evaluate first?
pass
AI named ed-donner/agents explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo ed-donner/agents solve, and who is the primary audience?
pass
AI named ed-donner/agents explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of ed-donner/agents. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/ed-donner/agents.svg)](https://repogeo.com/en/r/ed-donner/agents)

HTML

<a href="https://repogeo.com/en/r/ed-donner/agents"><img src="https://repogeo.com/badge/ed-donner/agents.svg" alt="RepoGEO" /></a>

Pro

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ed-donner/agents — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite